{
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  {
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"
    }
   },
   "cell_type": "markdown",
   "id": "ac38e3fd-ea16-4185-ac07-74f279402cfe",
   "metadata": {},
   "source": [
    "# 全球AI攻防挑战赛\n",
    "\n",
    "在全球人工智能发展和治理广受关注的大趋势下，由中国图象图形学学会、蚂蚁集团、云安全联盟CSA大中华区主办，广泛联合学界、机构共同组织发起全球AI攻防挑战赛。本次比赛包含攻防两大赛道，分别聚焦大模型自身安全和大模型生成内容的防伪检测，涉及信用成长、凭证审核、商家入驻、智能助理等多个业务场景，覆盖机器学习、图像处理与计算机视觉、数据处理等多个算法领域，旨在聚合行业及学界力量共同守护AI及大模型的安全，共同推动AI安全可信技术的发展。\n",
    "\n",
    "- 赛题 1：https://tianchi.aliyun.com/s/24acb952f488f1f713a5294cf585bea3\n",
    "- 赛题 2：https://tianchi.aliyun.com/s/14a815673dc09ef786edf5794bf3bce2\n",
    "\n",
    "![image.png](attachment:747d5b44-f307-454f-b106-35e26dc35967.png)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "91f5e643-d4fc-4c36-b3fd-0324acf56f5d",
   "metadata": {},
   "source": [
    "## 大赛背景\n",
    "在全球人工智能发展和治理广受关注的大趋势下，由中国图象图形学学会、蚂蚁集团、云安全联盟CSA大中华区主办，广泛联合学界、机构共同组织发起全球AI攻防挑战赛。本次比赛包含攻防两大赛道，分别聚焦大模型自身安全和大模型生成内容的防伪检测，涉及信用成长、凭证审核、商家入驻、智能助理等多个业务场景，覆盖机器学习、图像处理与计算机视觉、数据处理等多个算法领域，旨在聚合行业及学界力量共同守护AI及大模型的安全，共同推动AI安全可信技术的发展。\n",
    "\n",
    "> 赛题二：AI核身-金融场景凭证篡改检测\n",
    "\n",
    "金融领域交互式自证业务中涵盖信用成长、用户开户、商家入驻、职业认证、商户解限等多种应用场景，通常都需要用户提交一定的材料（即凭证）用于证明资产收入信息、身份信息、所有权信息、交易信息、资质信息等，而凭证的真实性一直是困扰金融场景自动化审核的一大难题。随着数字媒体编辑技术的发展，越来越多的AI手段和工具能够轻易对凭证材料进行篡改，大量的黑产团伙也逐渐掌握PS、AIGC等工具制作逼真的凭证样本，并对金融审核带来巨大挑战。为此，开设AI核身-金融凭证篡改检测赛道。将会发布大规模的凭证篡改数据集，参赛队伍在给定的大规模篡改数据集上进行模型研发，同时给出对应的测试集用于评估算法模型的有效性。\n",
    "\n",
    "## 任务说明\n",
    "\n",
    "金融领域交互式自证业务中涵盖用户开户、商家入驻、职业认证、商户解限等多种应用场景，通常都需要用户提交一定的材料（即凭证）用于证明身份信息、所有权信息、交易信息、资质信息等，而凭证的真实性一直是困扰金融场景自动化审核的一大难题。随着数字媒体编辑技术的发展，越来越多的AI手段和工具能够轻易对凭证材料进行篡改，大量的黑产团伙也逐渐掌握PS、AIGC等工具制作逼真的凭证样本，并对金融审核带来巨大挑战。\n",
    "为此，开设AI核身-金融凭证篡改检测赛道。将会发布大规模的凭证篡改数据集，参赛队伍在给定的大规模篡改数据集上进行模型研发，同时给出对应的测试集用于评估算法模型的有效性。\n",
    "\n",
    "## 比赛任务\n",
    "\n",
    "在本任务中，要求参赛者设计算法，找出凭证图像中的被篡改的区域。\n",
    "\n",
    "## 数据集介绍\n",
    "\n",
    "**特别说明：参赛选手不允许使用额外数据**\n",
    "\n",
    "本次比赛将发布超大规模自研光鉴凭证数据集，该数据集整合了大量开源的图像数据和内部的业务数据。数据的构建方式为在原始图像数据上针对文字区域采用copy move，splicing，removal，局部AIGC等方式进行数字篡改编辑。\n",
    "模型的泛化性也将是此次比赛重要的衡量指标，因此本次的测试集将比训练集包含更多的凭证类型和篡改编辑手法。\n",
    "\n",
    "数据集格式如下：\n",
    "\n",
    "- 训练集数据总量为100w，提供篡改后的凭证图像及其对应的篡改位置标注，标注文件以csv格式给出，csv文件中包括两列，内容示例如下：\n",
    "\n",
    "|                  Path                  |                      Polygon                       |\n",
    "| :------------------------------------: | :------------------------------------------------: |\n",
    "| 9/9082eccbddd7077bc8288bdd7773d464.jpg | [[[143, 359], [432, 359], [437, 423], [141, 427]]] |\n",
    "\n",
    "- 测试集分为A榜和B榜，分别包含10w测试数据。测试集中数据格式与训练集中一致，但不包含标注文件。\n",
    "\n",
    "## 评价指标\n",
    "采用Micro-F1作为评价指标，该分数越高表示排名越靠前。每个选手提交的文件中都包含了id和对应的region，我们的评分规则是基于这两个字段进行计算的。首先，我们会判断选手提交结果中的id是否和标签一致，请避免出现遗漏或者溢出，其次，会将选手的提交结果中每个id的region字段与真实标签进行比对和重叠度计算，再结合阈值统计出选手的TP（True Positive）、TN（True Negative）、FP（False Positive）和FN（False Negative）。\n",
    "\n",
    "$$\n",
    "P_{\\text {micro }}=\\frac{\\sum_{i=1}^n T P_i}{\\sum_{i=1}^n T P_i+\\sum_{i=1}^n F P_i}, \\quad R_{\\text {micro }}=\\frac{\\sum_{i=1}^n T P_i}{\\sum_{i=1}^n T P_i+\\sum_{i=1}^n F N_i}\n",
    "$$\n",
    "\n",
    "接着，我们会计算出选手的准确率P（Precision）和召回率R（Recall）。准确率是指选手正确预测出正例的比例，召回率是指选手正确预测出所有正例的能力。最后，我们将综合考虑各个类别的表现并打分，打分评价指标使用微平均Micro-F1。计算公式如下：\n",
    "\n",
    "$$\n",
    "F 1_{\\text {micro }}=\\frac{2 * P_{\\text {micro }} * R_{\\text {micro }}}{P_{\\text {micro }}+R_{\\text {micro }}}\n",
    "$$\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f669164a-446f-4cfd-902a-bd5f65136a44",
   "metadata": {},
   "source": [
    "# 基础思路（baseline）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6385102d-22d1-4200-880c-b34a37a0a9d8",
   "metadata": {},
   "source": [
    "## 步骤1：读取数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "382ed4e7-26d7-4f62-b8f9-23ca5a9e6831",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv\u001b[0m\u001b[33m\n",
      "\u001b[0m"
     ]
    }
   ],
   "source": [
    "!apt update; apt install axel > /dev/null\n",
    "!pip install ultralytics==8.2.0 numpy pandas opencv-python Pillow matplotlib > /dev/null\n",
    "!axel -n 12 -a http://mirror.coggle.club/seg_risky_testing_data.zip; unzip -q seg_risky_testing_data.zip\n",
    "!axel -n 12 -a http://mirror.coggle.club/seg_risky_training_data_00.zip; unzip -q seg_risky_training_data_00.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "a6d93d54-dab5-4182-a378-605c6cdfa50f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Path</th>\n",
       "      <th>Polygons</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0/0a3907dbf1ce7cd699020e0df8492920.jpg</td>\n",
       "      <td>[[[240, 403], [153, 397], [154, 346], [241, 35...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0/0d3898109a2f973bd18f9976a8669d77.jpg</td>\n",
       "      <td>[[[166, 69], [322, 62], [323, 72], [485, 62], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0/0dab23eb6a6359765bdf8a7570e7e83b.jpg</td>\n",
       "      <td>[[[174, 321], [174, 212], [331, 212], [331, 32...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0/02e87d696c089ef3bb98e6927f346d30.jpg</td>\n",
       "      <td>[[[126, 325], [126, 304], [156, 304], [156, 32...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>0/0006b88e2b714a9d38c022e49cec28e4.jpg</td>\n",
       "      <td>[[[393.0, 398.0], [442.0, 398.0], [442.0, 420....</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      Path  \\\n",
       "13  0/0a3907dbf1ce7cd699020e0df8492920.jpg   \n",
       "17  0/0d3898109a2f973bd18f9976a8669d77.jpg   \n",
       "21  0/0dab23eb6a6359765bdf8a7570e7e83b.jpg   \n",
       "42  0/02e87d696c089ef3bb98e6927f346d30.jpg   \n",
       "51  0/0006b88e2b714a9d38c022e49cec28e4.jpg   \n",
       "\n",
       "                                             Polygons  \n",
       "13  [[[240, 403], [153, 397], [154, 346], [241, 35...  \n",
       "17  [[[166, 69], [322, 62], [323, 72], [485, 62], ...  \n",
       "21  [[[174, 321], [174, 212], [331, 212], [331, 32...  \n",
       "42  [[[126, 325], [126, 304], [156, 304], [156, 32...  \n",
       "51  [[[393.0, 398.0], [442.0, 398.0], [442.0, 420....  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os, shutil\n",
    "import cv2\n",
    "import glob\n",
    "import json\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "training_anno = pd.read_csv('http://mirror.coggle.club/seg_risky_training_anno.csv')\n",
    "\n",
    "train_jpgs = [x.replace('./', '') for x in glob.glob('./0/*.jpg')]\n",
    "training_anno = training_anno[training_anno['Path'].isin(train_jpgs)]\n",
    "training_anno['Polygons'] = training_anno['Polygons'].apply(json.loads)\n",
    "\n",
    "training_anno.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "aafa74f6-4594-42b5-a096-f0dc8b71fd22",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(63785, 2)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "training_anno.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "1ceff430-8bba-4dba-a7cb-663e1b5f90c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[393, 398],\n",
       "        [442, 398],\n",
       "        [442, 420],\n",
       "        [393, 420]],\n",
       "\n",
       "       [[393, 334],\n",
       "        [467, 334],\n",
       "        [467, 356],\n",
       "        [393, 356]],\n",
       "\n",
       "       [[  4, 291],\n",
       "        [100, 291],\n",
       "        [100, 312],\n",
       "        [  4, 312]]], dtype=int32)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(training_anno['Polygons'].iloc[4], dtype=np.int32)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "aee2af67-ab1a-4852-a0cd-bef52a62bf3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 511.5, 511.5, -0.5)"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "idx = 23\n",
    "img = cv2.imread(training_anno['Path'].iloc[idx])\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "plt.subplot(121)\n",
    "plt.imshow(img)\n",
    "plt.title(\"Original Image\")\n",
    "plt.axis('off')\n",
    "\n",
    "plt.subplot(122)\n",
    "img = cv2.imread(training_anno['Path'].iloc[idx])\n",
    "polygon_coords = np.array(training_anno['Polygons'].iloc[idx], dtype=np.int32)\n",
    "\n",
    "for polygon_coord in polygon_coords:\n",
    "    cv2.polylines(img, np.expand_dims(polygon_coord, 0), isClosed=True, color=(0, 255, 0), thickness=2)\n",
    "    img= cv2.fillPoly(img, np.expand_dims(polygon_coord, 0), color=(255, 0, 0, 0.5))\n",
    "\n",
    "plt.imshow(img)\n",
    "plt.title(\"Image with Polygons\")\n",
    "plt.axis('off')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "afbd34d6-a3e6-42ed-9362-bb1893940059",
   "metadata": {},
   "source": [
    "## 步骤2：构建YOLO数据集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b5e0228b-a7f6-4987-80c9-5a53db5407ae",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 63785 entries, 13 to 1020545\n",
      "Data columns (total 2 columns):\n",
      " #   Column    Non-Null Count  Dtype \n",
      "---  ------    --------------  ----- \n",
      " 0   Path      63785 non-null  object\n",
      " 1   Polygons  63785 non-null  object\n",
      "dtypes: object(2)\n",
      "memory usage: 1.5+ MB\n"
     ]
    }
   ],
   "source": [
    "training_anno.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "006986e7-d563-4664-9cd9-66122fa2a663",
   "metadata": {},
   "outputs": [],
   "source": [
    "if os.path.exists('yolo_seg_dataset'):\n",
    "    shutil.rmtree('yolo_seg_dataset')\n",
    "\n",
    "os.makedirs('yolo_seg_dataset/train')\n",
    "os.makedirs('yolo_seg_dataset/valid')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "5b13818b-b988-4203-afdb-d731dd0d4800",
   "metadata": {},
   "outputs": [],
   "source": [
    "def normalize_polygon(polygon, img_width, img_height):\n",
    "    return [(x / img_width, y / img_height) for x, y in polygon]\n",
    "\n",
    "for row in training_anno.iloc[:10000].iterrows():\n",
    "    shutil.copy(row[1].Path, 'yolo_seg_dataset/train')\n",
    "\n",
    "    img = cv2.imread(row[1].Path)\n",
    "    img_height, img_width = img.shape[:2]\n",
    "    txt_filename = os.path.join('yolo_seg_dataset/train/' + row[1].Path.split('/')[-1][:-4] + '.txt')\n",
    "    with open(txt_filename, 'w') as up:\n",
    "        for polygon in row[1].Polygons:\n",
    "            normalized_polygon = normalize_polygon(polygon, img_width, img_height)\n",
    "            normalized_coords = ' '.join([f'{coord[0]:.3f} {coord[1]:.3f}' for coord in normalized_polygon])\n",
    "            up.write(f'0 {normalized_coords}\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e2526971-eeca-4ce3-859e-5f2955c66bfe",
   "metadata": {},
   "outputs": [],
   "source": [
    "for row in training_anno.iloc[10000:10150].iterrows():\n",
    "    shutil.copy(row[1].Path, 'yolo_seg_dataset/valid')\n",
    "\n",
    "    img = cv2.imread(row[1].Path)\n",
    "    img_height, img_width = img.shape[:2]\n",
    "    txt_filename = os.path.join('yolo_seg_dataset/valid/' + row[1].Path.split('/')[-1][:-4] + '.txt')\n",
    "    with open(txt_filename, 'w') as up:\n",
    "        for polygon in row[1].Polygons:\n",
    "            normalized_polygon = normalize_polygon(polygon, img_width, img_height)\n",
    "            normalized_coords = ' '.join([f'{coord[0]:.3f} {coord[1]:.3f}' for coord in normalized_polygon])\n",
    "            up.write(f'0 {normalized_coords}\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "5bc85572-c67e-4aa5-a2a5-687b2cefa453",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('yolo_seg_dataset/data.yaml', 'w') as up:\n",
    "    data_root = os.path.abspath('yolo_seg_dataset/')\n",
    "    up.write(f'''\n",
    "path: {data_root}\n",
    "train: train\n",
    "val: valid\n",
    "\n",
    "names:\n",
    "    0: alter\n",
    "''')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5ec653a1-bc94-4942-bd4e-68feffe17178",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2024-10-06 17:52:19--  http://mirror.coggle.club/yolo/Arial.ttf\n",
      "Resolving mirror.coggle.club (mirror.coggle.club)... 122.228.207.53, 122.228.207.52, 122.228.207.54\n",
      "Connecting to mirror.coggle.club (mirror.coggle.club)|122.228.207.53|:80... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 773236 (755K) [font/ttf]\n",
      "Saving to: ‘/root/.config/Ultralytics/Arial.ttf’\n",
      "\n",
      "/root/.config/Ultra 100%[===================>] 755.11K  --.-KB/s    in 0.09s   \n",
      "\n",
      "2024-10-06 17:52:19 (8.26 MB/s) - ‘/root/.config/Ultralytics/Arial.ttf’ saved [773236/773236]\n",
      "\n",
      "--2024-10-06 17:52:19--  https://mirror.coggle.club/yolo/yolov8n-v8.2.0.pt\n",
      "Resolving mirror.coggle.club (mirror.coggle.club)... 122.228.207.53, 122.228.207.55, 122.228.207.52\n",
      "Connecting to mirror.coggle.club (mirror.coggle.club)|122.228.207.53|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 6549796 (6.2M) [application/vnd.snesdev-page-table]\n",
      "Saving to: ‘yolov8n.pt’\n",
      "\n",
      "yolov8n.pt          100%[===================>]   6.25M  11.5MB/s    in 0.5s    \n",
      "\n",
      "2024-10-06 17:52:20 (11.5 MB/s) - ‘yolov8n.pt’ saved [6549796/6549796]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!mkdir -p /root/.config/Ultralytics/\n",
    "!wget http://mirror.coggle.club/yolo/Arial.ttf -O /root/.config/Ultralytics/Arial.ttf\n",
    "!wget https://mirror.coggle.club/yolo/yolov8n-v8.2.0.pt -O yolov8n.pt\n",
    "!wget http://mirror.coggle.club/yolo/yolov8n-seg-v8.2.0.pt -O yolov8n-seg.pt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3b9d80d6-76ca-4b3d-bde1-e8e92708cb0f",
   "metadata": {},
   "source": [
    "## 步骤3：训练模型"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "788bf4f1-4e5f-47c9-8bdf-0d71e26e5a52",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ultralytics YOLOv8.2.0 🚀 Python-3.12.3 torch-2.3.0+cu121 CUDA:0 (NVIDIA GeForce RTX 3090, 24253MiB)\n",
      "\u001b[34m\u001b[1mengine/trainer: \u001b[0mtask=segment, mode=train, model=./yolov8n-seg.pt, data=./yolo_seg_dataset/data.yaml, epochs=10, time=None, patience=100, batch=16, imgsz=640, save=True, save_period=-1, cache=False, device=None, workers=8, project=None, name=train6, exist_ok=False, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, multi_scale=False, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, embed=None, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, bgr=0.0, mosaic=1.0, mixup=0.0, copy_paste=0.0, auto_augment=randaugment, erasing=0.4, crop_fraction=1.0, cfg=None, tracker=botsort.yaml, save_dir=runs/segment/train6\n",
      "Overriding model.yaml nc=80 with nc=1\n",
      "\n",
      "                   from  n    params  module                                       arguments                     \n",
      "  0                  -1  1       464  ultralytics.nn.modules.conv.Conv             [3, 16, 3, 2]                 \n",
      "  1                  -1  1      4672  ultralytics.nn.modules.conv.Conv             [16, 32, 3, 2]                \n",
      "  2                  -1  1      7360  ultralytics.nn.modules.block.C2f             [32, 32, 1, True]             \n",
      "  3                  -1  1     18560  ultralytics.nn.modules.conv.Conv             [32, 64, 3, 2]                \n",
      "  4                  -1  2     49664  ultralytics.nn.modules.block.C2f             [64, 64, 2, True]             \n",
      "  5                  -1  1     73984  ultralytics.nn.modules.conv.Conv             [64, 128, 3, 2]               \n",
      "  6                  -1  2    197632  ultralytics.nn.modules.block.C2f             [128, 128, 2, True]           \n",
      "  7                  -1  1    295424  ultralytics.nn.modules.conv.Conv             [128, 256, 3, 2]              \n",
      "  8                  -1  1    460288  ultralytics.nn.modules.block.C2f             [256, 256, 1, True]           \n",
      "  9                  -1  1    164608  ultralytics.nn.modules.block.SPPF            [256, 256, 5]                 \n",
      " 10                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          \n",
      " 11             [-1, 6]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
      " 12                  -1  1    148224  ultralytics.nn.modules.block.C2f             [384, 128, 1]                 \n",
      " 13                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          \n",
      " 14             [-1, 4]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
      " 15                  -1  1     37248  ultralytics.nn.modules.block.C2f             [192, 64, 1]                  \n",
      " 16                  -1  1     36992  ultralytics.nn.modules.conv.Conv             [64, 64, 3, 2]                \n",
      " 17            [-1, 12]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
      " 18                  -1  1    123648  ultralytics.nn.modules.block.C2f             [192, 128, 1]                 \n",
      " 19                  -1  1    147712  ultralytics.nn.modules.conv.Conv             [128, 128, 3, 2]              \n",
      " 20             [-1, 9]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           \n",
      " 21                  -1  1    493056  ultralytics.nn.modules.block.C2f             [384, 256, 1]                 \n",
      " 22        [15, 18, 21]  1   1004275  ultralytics.nn.modules.head.Segment          [1, 32, 64, [64, 128, 256]]   \n",
      "YOLOv8n-seg summary: 261 layers, 3263811 parameters, 3263795 gradients, 12.1 GFLOPs\n",
      "\n",
      "Transferred 381/417 items from pretrained weights\n",
      "\u001b[34m\u001b[1mTensorBoard: \u001b[0mStart with 'tensorboard --logdir runs/segment/train6', view at http://localhost:6006/\n",
      "Freezing layer 'model.22.dfl.conv.weight'\n",
      "\u001b[34m\u001b[1mAMP: \u001b[0mrunning Automatic Mixed Precision (AMP) checks with YOLOv8n...\n",
      "\u001b[34m\u001b[1mAMP: \u001b[0mchecks passed ✅\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mtrain: \u001b[0mScanning /root/yolo_seg_dataset/train... 10000 images, 0 backgrounds, 2 corrupt: 100%|██████████| 10000/10000 [02:13<00:00, 74.70it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mtrain: \u001b[0mWARNING ⚠️ /root/yolo_seg_dataset/train/033c9b3f421abbee6213c381f5b16092.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [      1.028]\n",
      "\u001b[34m\u001b[1mtrain: \u001b[0mWARNING ⚠️ /root/yolo_seg_dataset/train/08daf3b15a7450f2a424ea46732a8ee4.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [      1.043]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mtrain: \u001b[0mNew cache created: /root/yolo_seg_dataset/train.cache\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mval: \u001b[0mScanning /root/yolo_seg_dataset/valid... 300 images, 0 backgrounds, 1 corrupt: 100%|██████████| 300/300 [00:00<00:00, 1003.69it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[34m\u001b[1mval: \u001b[0mWARNING ⚠️ /root/yolo_seg_dataset/valid/08daf3b15a7450f2a424ea46732a8ee4.jpg: ignoring corrupt image/label: non-normalized or out of bounds coordinates [      1.043]\n",
      "\u001b[34m\u001b[1mval: \u001b[0mNew cache created: /root/yolo_seg_dataset/valid.cache\n",
      "Plotting labels to runs/segment/train6/labels.jpg... \n",
      "\u001b[34m\u001b[1moptimizer:\u001b[0m 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... \n",
      "\u001b[34m\u001b[1moptimizer:\u001b[0m AdamW(lr=0.002, momentum=0.9) with parameter groups 66 weight(decay=0.0), 77 weight(decay=0.0005), 76 bias(decay=0.0)\n",
      "\u001b[34m\u001b[1mTensorBoard: \u001b[0mmodel graph visualization added ✅\n",
      "Image sizes 640 train, 640 val\n",
      "Using 8 dataloader workers\n",
      "Logging results to \u001b[1mruns/segment/train6\u001b[0m\n",
      "Starting training for 10 epochs...\n",
      "Closing dataloader mosaic\n",
      "\n",
      "      Epoch    GPU_mem   box_loss   seg_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "       1/10      2.88G      1.988      2.075      3.314      1.679         18        640: 100%|█████████▉| 624/625 [01:29<00:00,  7.18it/s]/root/miniconda3/lib/python3.12/site-packages/torch/nn/modules/conv.py:456: UserWarning: Plan failed with a cudnnException: CUDNN_BACKEND_EXECUTION_PLAN_DESCRIPTOR: cudnnFinalize Descriptor Failed cudnn_status: CUDNN_STATUS_NOT_SUPPORTED (Triggered internally at ../aten/src/ATen/native/cudnn/Conv_v8.cpp:919.)\n",
      "  return F.conv2d(input, weight, bias, self.stride,\n",
      "       1/10      3.17G      1.988      2.076      3.314      1.679         26        640: 100%|██████████| 625/625 [01:30<00:00,  6.94it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95)     Mask(P          R      mAP50  mAP50-95): 100%|██████████| 10/10 [00:02<00:00,  4.41it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all        299        436      0.206      0.165      0.103     0.0542      0.203      0.163      0.101      0.052\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   seg_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "       2/10      3.05G       1.96      1.822      2.753      1.686         19        640: 100%|██████████| 625/625 [01:23<00:00,  7.53it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95)     Mask(P          R      mAP50  mAP50-95): 100%|██████████| 10/10 [00:01<00:00,  5.50it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all        299        436       0.23      0.188      0.137     0.0683      0.233      0.183      0.135     0.0698\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   seg_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "       3/10      3.05G      1.905      1.767      2.631      1.661         21        640: 100%|██████████| 625/625 [01:13<00:00,  8.46it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95)     Mask(P          R      mAP50  mAP50-95): 100%|██████████| 10/10 [00:01<00:00,  5.13it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all        299        436      0.292      0.278       0.22      0.115      0.301      0.271      0.218      0.115\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   seg_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "       4/10      3.05G      1.808      1.719      2.446      1.597         20        640: 100%|██████████| 625/625 [01:10<00:00,  8.88it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95)     Mask(P          R      mAP50  mAP50-95): 100%|██████████| 10/10 [00:02<00:00,  4.14it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all        299        436      0.355      0.314      0.277      0.145      0.361      0.314      0.278      0.137\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   seg_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "       5/10      3.05G      1.715      1.645      2.287      1.523         22        640: 100%|██████████| 625/625 [01:18<00:00,  7.97it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95)     Mask(P          R      mAP50  mAP50-95): 100%|██████████| 10/10 [00:01<00:00,  5.37it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all        299        436      0.505      0.307      0.341      0.192      0.498      0.294      0.332      0.174\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   seg_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "       6/10      3.05G      1.636      1.596      2.151      1.472         15        640: 100%|██████████| 625/625 [01:20<00:00,  7.75it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95)     Mask(P          R      mAP50  mAP50-95): 100%|██████████| 10/10 [00:01<00:00,  5.19it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all        299        436      0.506      0.397       0.42      0.243      0.494      0.388      0.407      0.226\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   seg_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "       7/10      3.05G       1.57      1.545      2.004      1.435         14        640: 100%|██████████| 625/625 [01:20<00:00,  7.75it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95)     Mask(P          R      mAP50  mAP50-95): 100%|██████████| 10/10 [00:01<00:00,  5.33it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all        299        436      0.591      0.452       0.49      0.309      0.587      0.452      0.489      0.277\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   seg_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "       8/10      3.04G      1.512        1.5      1.864      1.388         16        640: 100%|██████████| 625/625 [01:21<00:00,  7.64it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95)     Mask(P          R      mAP50  mAP50-95): 100%|██████████| 10/10 [00:01<00:00,  5.22it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all        299        436      0.651      0.453       0.53      0.344      0.657      0.447       0.53      0.325\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   seg_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "       9/10      3.04G       1.45      1.462      1.751      1.352         24        640: 100%|██████████| 625/625 [01:20<00:00,  7.78it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95)     Mask(P          R      mAP50  mAP50-95): 100%|██████████| 10/10 [00:02<00:00,  3.84it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all        299        436      0.738      0.517      0.603      0.388      0.715      0.518      0.597      0.362\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "      Epoch    GPU_mem   box_loss   seg_loss   cls_loss   dfl_loss  Instances       Size\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "      10/10      3.05G      1.397      1.419      1.654      1.314         20        640: 100%|██████████| 625/625 [01:19<00:00,  7.84it/s]\n",
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95)     Mask(P          R      mAP50  mAP50-95): 100%|██████████| 10/10 [00:01<00:00,  5.28it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all        299        436      0.666      0.557       0.62       0.41      0.666      0.557      0.617      0.373\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "10 epochs completed in 0.231 hours.\n",
      "Optimizer stripped from runs/segment/train6/weights/last.pt, 6.8MB\n",
      "Optimizer stripped from runs/segment/train6/weights/best.pt, 6.8MB\n",
      "\n",
      "Validating runs/segment/train6/weights/best.pt...\n",
      "Ultralytics YOLOv8.2.0 🚀 Python-3.12.3 torch-2.3.0+cu121 CUDA:0 (NVIDIA GeForce RTX 3090, 24253MiB)\n",
      "YOLOv8n-seg summary (fused): 195 layers, 3258259 parameters, 0 gradients, 12.0 GFLOPs\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95)     Mask(P          R      mAP50  mAP50-95): 100%|██████████| 10/10 [00:03<00:00,  2.70it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                   all        299        436      0.669      0.557       0.62      0.409      0.669      0.557      0.617      0.372\n",
      "Speed: 0.1ms preprocess, 0.9ms inference, 0.0ms loss, 1.5ms postprocess per image\n",
      "Results saved to \u001b[1mruns/segment/train6\u001b[0m\n"
     ]
    }
   ],
   "source": [
    "from ultralytics import YOLO\n",
    "\n",
    "model = YOLO(\"./yolov8n-seg.pt\")  \n",
    "results = model.train(data=\"./yolo_seg_dataset/data.yaml\", epochs=10, imgsz=640)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd07c3a1-bd3d-4272-bdd4-420ba04d5465",
   "metadata": {},
   "source": [
    "## 步骤4：预测测试集"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "06c6b572-07c2-4434-8d5c-87e93c1e58d4",
   "metadata": {},
   "outputs": [],
   "source": [
    "from ultralytics import YOLO\n",
    "import glob\n",
    "from tqdm import tqdm\n",
    "\n",
    "model = YOLO(\"./runs/segment/train/weights/best.pt\")  \n",
    "\n",
    "test_imgs = glob.glob('./test_set_A_rename/*/*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "743510d8-40c3-495e-a7e2-5b2d24e234f1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 10000/10000 [02:03<00:00, 80.74it/s]\n"
     ]
    }
   ],
   "source": [
    "Polygon = []\n",
    "for path in tqdm(test_imgs[:10000]):\n",
    "    results = model(path, verbose=False)\n",
    "    result = results[0]\n",
    "    if result.masks is None:\n",
    "        Polygon.append([])\n",
    "    else:\n",
    "        Polygon.append([mask.astype(int).tolist() for mask in result.masks.xy])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d2b9a633-5e1e-4d2c-bb7b-0e2fcd766d59",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "submit = pd.DataFrame({\n",
    "    'Path': [x.split('/')[-1] for x in test_imgs[:10000]],\n",
    "    'Polygon': Polygon\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "d6c9a5a5-09db-4ab4-b725-5c080d85d003",
   "metadata": {},
   "outputs": [],
   "source": [
    "submit = pd.merge(submit, pd.DataFrame({'Path': [x.split('/')[-1] for x in test_imgs[:]]}), on='Path', how='right')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "71448a58-dd93-49dc-823a-3079d12516ae",
   "metadata": {},
   "outputs": [],
   "source": [
    "submit = submit.fillna('[]')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "26fe85f1-5104-4bda-b726-f76be124fe64",
   "metadata": {},
   "outputs": [],
   "source": [
    "submit.to_csv('track2_submit.csv', index=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "280fabb1-b01a-4a80-9db9-41fd09890b23",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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